Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition

A noise-detection based AdaBoost algorithm for mislabeled data

(2012) Jingjing Cao et al.   PATTERN RECOGNITION

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches

(2011) M. Galar et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND RE

A high-performing comprehensive learning algorithm for text classification without pre-labeled training set

(2011) Lizhen Liu et al.   KNOWLEDGE AND INFORMATION SYSTEMS

On the choice of the best imputation methods for missing values considering three groups of classification methods

(2011) Julián Luengo et al.   KNOWLEDGE AND INFORMATION SYSTEMS

An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes

(2011) Mikel Galar et al.   PATTERN RECOGNITION

A study of the effect of different types of noise on the precision of supervised learning techniques

(2010) David F. Nettleton et al.   ARTIFICIAL INTELLIGENCE REVIEW

Classifier-based acronym extraction for business documents

(2010) Pierre André Ménard et al.   KNOWLEDGE AND INFORMATION SYSTEMS

A general framework for designing a fuzzy rule-based classifier

(2010) Antanas Verikas et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Statistical outlier detection using direct density ratio estimation

(2010) Shohei Hido et al.   KNOWLEDGE AND INFORMATION SYSTEMS

A review on the combination of binary classifiers in multiclass problems

(2009) Ana Carolina Lorena et al.   ARTIFICIAL INTELLIGENCE REVIEW

Methods for labeling error detection in microarrays based on the effect of data perturbation on the regression model

(2009) C. Zhang et al.   BIOINFORMATICS

CLASSIFICATION OF IMBALANCED DATA: A REVIEW

(2009) YANMIN SUN et al.   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

Multiclass cancer classification by support vector machines with class-wise optimized genes and probability estimates

(2009) Ashish Anand et al.   JOURNAL OF THEORETICAL BIOLOGY

Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting

(2009) Eyke Hüllermeier et al.   PATTERN RECOGNITION

A genetic programming-based approach to the classification of multiclass microarray datasets

(2008) Kun-Hong Liu et al.   BIOINFORMATICS

Mining With Noise Knowledge: Error-Aware Data Mining

(2008) Xindong Wu et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS

On classification and segmentation of massive audio data streams

(2008) Charu C. Aggarwal   KNOWLEDGE AND INFORMATION SYSTEMS